能動騒音制御の適応速度とその評価尺度に関する統計力学的解析
能動騒音制御の適応速度とその評価尺度に関する統計力学的解析
カテゴリ: 論文誌(論文単位)
グループ名: 【C】電子・情報・システム部門
発行日: 2018/04/01
タイトル(英語): Statistical-Mechanical Analysis on Adaptation Rate and Its Measures of Active Noise Control
著者名: 寺内 清訓(関西大学大学院 理工学研究科),本仲 君子(関西大学 システム理工学部),梶川 嘉延(関西大学 システム理工学部),三好 誠司(関西大学 システム理工学部)
著者名(英語): Kiyonori Terauchi (Graduate School of Science and Engineering, Kansai University), Kimiko Motonaka (Faculty of Engineering Science, Kansai University), Yoshinobu Kajikawa (Faculty of Engineering Science, Kansai University), Seiji Miyoshi (Faculty of Engin
キーワード: 能動騒音制御,適応フィルタ,FXLMSアルゴリズム,統計力学,適応速度 active noise control,adaptive filter,FXLMS algorithm,statistical mechanics,adaptation rate
要約(英語): We analyze the adaptation rate of active noise control using a statistical-mechanical method. Three measures are employed to evaluate the adaptation rate. The first measure is the MSE initial decreasing rate. The second measure is an adaptation constant, which is defined as the negative of the maximum eigenvalue of the coefficient matrix of differential equations that describe the dynamical behaviors of the macroscopic variables. The third measure is the integral of the MSE, which is defined as the integral of the difference between the MSE and the steady-state MSE. The first and second measures focus on only the initial and final stages of the MSE, respectively. In contrast, the third measure considers all stages in a well-balanced manner. Therefore, employing the integral of the MSE, we can determine the step size that optimizes the entire learning curve.
本誌: 電気学会論文誌C(電子・情報・システム部門誌) Vol.138 No.4 (2018) 特集:信号処理と制御の融合に基づく新領域の創出
本誌掲載ページ: 369-374 p
原稿種別: 論文/日本語
電子版へのリンク: https://www.jstage.jst.go.jp/article/ieejeiss/138/4/138_369/_article/-char/ja/
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